Given two input shapes without vertex correspondences, the goal is to establish correspondences between them. To do so, we learn a smooth deformation transforming a template shape into the input shape. The two reconstructions are naturally in correspondences, as they span from two different deformations of the same template.

3D Synthesis : Instead of generating point clouds or voxels, AtlasNet directly generates meshes at arbitrary resolution. It has strong advantages : generalization capabilities, morphing, co-segmentation, regular texture parameterization. We demonstrate its strenght on an autoencoder, and single-view reconstruction from one still image.